Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 178532 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 526 |
| Duplicate rows (%) | 0.3% |
| Total size in memory | 21.8 MiB |
| Average record size in memory | 128.0 B |
Variable types
| Numeric | 16 |
|---|
| Dataset has 526 (0.3%) duplicate rows | Duplicates |
Video Initial Max DL Rate(kbps) is highly overall correlated with Initial Buffering Latency(ms) | High correlation |
E2E RTT(ms) is highly overall correlated with Initial Buffering Latency(ms) | High correlation |
Initial Buffering Latency(ms) is highly overall correlated with Video Initial Max DL Rate(kbps) and 1 other fields | High correlation |
Video Total DL Rate(kbps) is highly overall correlated with Stalling Length and 8 other fields | High correlation |
Stalling Length is highly overall correlated with Video Total DL Rate(kbps) and 8 other fields | High correlation |
Playing Length is highly overall correlated with Video Total DL Rate(kbps) and 8 other fields | High correlation |
Stalling times is highly overall correlated with Video Total DL Rate(kbps) and 8 other fields | High correlation |
video bitrate is highly overall correlated with Video Total DL Rate(kbps) and 8 other fields | High correlation |
Video Initial buffer download is highly overall correlated with Video Total DL Rate(kbps) and 7 other fields | High correlation |
SQuality is highly overall correlated with Video Total DL Rate(kbps) and 8 other fields | High correlation |
SLoading is highly overall correlated with Video Total DL Rate(kbps) and 7 other fields | High correlation |
Stalling is highly overall correlated with Video Total DL Rate(kbps) and 8 other fields | High correlation |
VMoS is highly overall correlated with Video Total DL Rate(kbps) and 8 other fields | High correlation |
Stalling Ratio is highly skewed (γ1 = 46.27848273) | Skewed |
Stalling Ratio has 170392 (95.4%) zeros | Zeros |
Stalling Length has 85108 (47.7%) zeros | Zeros |
Playing Length has 85108 (47.7%) zeros | Zeros |
Stalling times has 85096 (47.7%) zeros | Zeros |
video bitrate has 85096 (47.7%) zeros | Zeros |
Reproduction
| Analysis started | 2023-02-12 17:25:02.816302 |
|---|---|
| Analysis finished | 2023-02-12 17:25:45.676345 |
| Duration | 42.86 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Video Initial Max DL Rate(kbps)
Real number (ℝ)
| Distinct | 31187 |
|---|---|
| Distinct (%) | 17.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40750.748 |
| Minimum | 304 |
|---|---|
| Maximum | 159225 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 304 |
|---|---|
| 5-th percentile | 10554 |
| Q1 | 23187 |
| median | 37228 |
| Q3 | 55200 |
| 95-th percentile | 82317 |
| Maximum | 159225 |
| Range | 158921 |
| Interquartile range (IQR) | 32013 |
Descriptive statistics
| Standard deviation | 22157.047 |
|---|---|
| Coefficient of variation (CV) | 0.54372122 |
| Kurtosis | -0.24382352 |
| Mean | 40750.748 |
| Median Absolute Deviation (MAD) | 15498 |
| Skewness | 0.60175079 |
| Sum | 7.2753126 × 109 |
| Variance | 4.9093472 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20800 | 142 | 0.1% |
| 33600 | 116 | 0.1% |
| 44800 | 116 | 0.1% |
| 21328 | 114 | 0.1% |
| 18484 | 108 | 0.1% |
| 17062 | 106 | 0.1% |
| 14218 | 106 | 0.1% |
| 21000 | 104 | 0.1% |
| 22750 | 104 | 0.1% |
| 11375 | 94 | 0.1% |
| Other values (31177) | 177422 |
| Value | Count | Frequency (%) |
| 304 | 2 | |
| 507 | 2 | |
| 1010 | 2 | |
| 1082 | 2 | |
| 1218 | 2 | |
| 1307 | 2 | |
| 1320 | 2 | |
| 1421 | 2 | |
| 1516 | 2 | |
| 1517 | 2 |
| Value | Count | Frequency (%) |
| 159225 | 2 | |
| 159079 | 2 | |
| 148862 | 2 | |
| 147913 | 2 | |
| 146543 | 2 | |
| 142991 | 2 | |
| 140863 | 2 | |
| 140753 | 2 | |
| 138666 | 2 | |
| 138462 | 2 |
E2E RTT(ms)
Real number (ℝ)
| Distinct | 135 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.102917 |
| Minimum | 15 |
|---|---|
| Maximum | 149 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 35 |
| median | 47 |
| Q3 | 61 |
| 95-th percentile | 96 |
| Maximum | 149 |
| Range | 134 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 21.701534 |
|---|---|
| Coefficient of variation (CV) | 0.42466331 |
| Kurtosis | 2.010357 |
| Mean | 51.102917 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.3429239 |
| Sum | 9123506 |
| Variance | 470.95657 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36 | 5084 | 2.8% |
| 35 | 4834 | 2.7% |
| 37 | 4804 | 2.7% |
| 34 | 4596 | 2.6% |
| 31 | 4420 | 2.5% |
| 33 | 4416 | 2.5% |
| 30 | 4386 | 2.5% |
| 38 | 4264 | 2.4% |
| 32 | 4252 | 2.4% |
| 29 | 4226 | 2.4% |
| Other values (125) | 133250 |
| Value | Count | Frequency (%) |
| 15 | 2 | < 0.1% |
| 16 | 8 | < 0.1% |
| 17 | 16 | < 0.1% |
| 18 | 48 | < 0.1% |
| 19 | 66 | < 0.1% |
| 20 | 192 | 0.1% |
| 21 | 686 | |
| 22 | 1474 | |
| 23 | 1584 | |
| 24 | 1524 |
| Value | Count | Frequency (%) |
| 149 | 4 | < 0.1% |
| 148 | 16 | |
| 147 | 16 | |
| 146 | 16 | |
| 145 | 20 | |
| 144 | 12 | |
| 143 | 12 | |
| 142 | 16 | |
| 141 | 22 | |
| 140 | 24 |
Average Rate of Playing phase (kbps)
Real number (ℝ)
| Distinct | 5968 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5770.2592 |
| Minimum | 10 |
|---|---|
| Maximum | 29332 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 4028 |
| Q1 | 5655 |
| median | 5921 |
| Q3 | 6148 |
| 95-th percentile | 6594 |
| Maximum | 29332 |
| Range | 29322 |
| Interquartile range (IQR) | 493 |
Descriptive statistics
| Standard deviation | 909.90206 |
|---|---|
| Coefficient of variation (CV) | 0.15768825 |
| Kurtosis | 36.619287 |
| Mean | 5770.2592 |
| Median Absolute Deviation (MAD) | 241 |
| Skewness | -0.98940558 |
| Sum | 1.0301759 × 109 |
| Variance | 827921.76 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6118 | 304 | 0.2% |
| 6110 | 296 | 0.2% |
| 6091 | 290 | 0.2% |
| 6100 | 290 | 0.2% |
| 6127 | 288 | 0.2% |
| 6105 | 288 | 0.2% |
| 6116 | 288 | 0.2% |
| 6119 | 286 | 0.2% |
| 5923 | 284 | 0.2% |
| 6097 | 282 | 0.2% |
| Other values (5958) | 175636 |
| Value | Count | Frequency (%) |
| 10 | 2 | |
| 18 | 2 | |
| 39 | 2 | |
| 41 | 2 | |
| 52 | 2 | |
| 56 | 2 | |
| 70 | 2 | |
| 82 | 4 | |
| 84 | 2 | |
| 98 | 2 |
| Value | Count | Frequency (%) |
| 29332 | 2 | |
| 27333 | 2 | |
| 26682 | 2 | |
| 25866 | 2 | |
| 25739 | 2 | |
| 25486 | 2 | |
| 24083 | 2 | |
| 21242 | 2 | |
| 20477 | 2 | |
| 19683 | 2 |
Initial Buffering Latency(ms)
Real number (ℝ)
| Distinct | 4951 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1400.4724 |
| Minimum | 506 |
|---|---|
| Maximum | 30552 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 506 |
|---|---|
| 5-th percentile | 663 |
| Q1 | 854 |
| median | 1084 |
| Q3 | 1522 |
| 95-th percentile | 2787 |
| Maximum | 30552 |
| Range | 30046 |
| Interquartile range (IQR) | 668 |
Descriptive statistics
| Standard deviation | 1286.3201 |
|---|---|
| Coefficient of variation (CV) | 0.91849012 |
| Kurtosis | 94.716115 |
| Mean | 1400.4724 |
| Median Absolute Deviation (MAD) | 285 |
| Skewness | 7.8356401 |
| Sum | 2.5002914 × 108 |
| Variance | 1654619.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 978 | 260 | 0.1% |
| 813 | 258 | 0.1% |
| 1011 | 248 | 0.1% |
| 778 | 244 | 0.1% |
| 893 | 242 | 0.1% |
| 986 | 242 | 0.1% |
| 816 | 242 | 0.1% |
| 912 | 238 | 0.1% |
| 979 | 238 | 0.1% |
| 997 | 238 | 0.1% |
| Other values (4941) | 176082 |
| Value | Count | Frequency (%) |
| 506 | 2 | < 0.1% |
| 510 | 2 | < 0.1% |
| 532 | 2 | < 0.1% |
| 538 | 4 | |
| 539 | 2 | < 0.1% |
| 540 | 4 | |
| 542 | 4 | |
| 543 | 2 | < 0.1% |
| 544 | 2 | < 0.1% |
| 545 | 8 |
| Value | Count | Frequency (%) |
| 30552 | 2 | < 0.1% |
| 30154 | 2 | < 0.1% |
| 29696 | 2 | < 0.1% |
| 29148 | 2 | < 0.1% |
| 28758 | 2 | < 0.1% |
| 28519 | 2 | < 0.1% |
| 27331 | 2 | < 0.1% |
| 27307 | 2 | < 0.1% |
| 25921 | 6 | |
| 25295 | 2 | < 0.1% |
Stalling Ratio
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 1662 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.046852027 |
| Minimum | 0 |
|---|---|
| Maximum | 44.667 |
| Zeros | 170392 |
| Zeros (%) | 95.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 44.667 |
| Range | 44.667 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.7209257 |
|---|---|
| Coefficient of variation (CV) | 15.38729 |
| Kurtosis | 2554.8508 |
| Mean | 0.046852027 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 46.278483 |
| Sum | 8364.586 |
| Variance | 0.51973387 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 170392 | |
| 0.027 | 76 | < 0.1% |
| 0.015 | 74 | < 0.1% |
| 0.028 | 60 | < 0.1% |
| 0.025 | 56 | < 0.1% |
| 0.024 | 56 | < 0.1% |
| 0.023 | 56 | < 0.1% |
| 0.044 | 52 | < 0.1% |
| 0.032 | 52 | < 0.1% |
| 0.022 | 50 | < 0.1% |
| Other values (1652) | 7608 | 4.3% |
| Value | Count | Frequency (%) |
| 0 | 170392 | |
| 0.001 | 42 | < 0.1% |
| 0.002 | 16 | < 0.1% |
| 0.003 | 26 | < 0.1% |
| 0.004 | 20 | < 0.1% |
| 0.005 | 26 | < 0.1% |
| 0.006 | 14 | < 0.1% |
| 0.007 | 16 | < 0.1% |
| 0.008 | 24 | < 0.1% |
| 0.009 | 28 | < 0.1% |
| Value | Count | Frequency (%) |
| 44.667 | 2 | |
| 43.388 | 2 | |
| 43.19 | 2 | |
| 43.063 | 2 | |
| 42.803 | 2 | |
| 42.544 | 2 | |
| 42.366 | 2 | |
| 42.235 | 2 | |
| 42.233 | 2 | |
| 41.805 | 2 |
Video Total DL Rate(kbps)
Real number (ℝ)
| Distinct | 6318 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2960.8546 |
| Minimum | 1 |
|---|---|
| Maximum | 29174 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.62 |
| Q1 | 3.97 |
| median | 16.075 |
| Q3 | 6073 |
| 95-th percentile | 6523 |
| Maximum | 29174 |
| Range | 29173 |
| Interquartile range (IQR) | 6069.03 |
Descriptive statistics
| Standard deviation | 3027.0811 |
|---|---|
| Coefficient of variation (CV) | 1.0223674 |
| Kurtosis | -1.7324061 |
| Mean | 2960.8546 |
| Median Absolute Deviation (MAD) | 15.075 |
| Skewness | 0.1178444 |
| Sum | 5.2860729 × 108 |
| Variance | 9163220.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 3384 | 1.9% |
| 4.05 | 3325 | 1.9% |
| 4.02 | 3287 | 1.8% |
| 4.06 | 3249 | 1.8% |
| 3.99 | 3230 | 1.8% |
| 4.03 | 3214 | 1.8% |
| 4.01 | 3211 | 1.8% |
| 4.04 | 3083 | 1.7% |
| 4.07 | 3075 | 1.7% |
| 3.98 | 3008 | 1.7% |
| Other values (6308) | 146466 |
| Value | Count | Frequency (%) |
| 1 | 2282 | |
| 1.01 | 2 | < 0.1% |
| 1.02 | 4 | < 0.1% |
| 1.03 | 3 | < 0.1% |
| 1.04 | 2 | < 0.1% |
| 1.05 | 3 | < 0.1% |
| 1.06 | 5 | < 0.1% |
| 1.07 | 2 | < 0.1% |
| 1.08 | 2 | < 0.1% |
| 1.09 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 29174 | 1 | |
| 27362 | 1 | |
| 26103 | 1 | |
| 25774 | 1 | |
| 25655 | 1 | |
| 25599 | 1 | |
| 23747 | 1 | |
| 21245 | 1 | |
| 20184 | 1 | |
| 19654 | 1 |
Stalling Length
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 8432 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3161.8215 |
| Minimum | 0 |
|---|---|
| Maximum | 29346 |
| Zeros | 85108 |
| Zeros (%) | 47.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3365 |
| Q3 | 6085 |
| 95-th percentile | 6635 |
| Maximum | 29346 |
| Range | 29346 |
| Interquartile range (IQR) | 6085 |
Descriptive statistics
| Standard deviation | 3339.5259 |
|---|---|
| Coefficient of variation (CV) | 1.0562032 |
| Kurtosis | 3.0728352 |
| Mean | 3161.8215 |
| Median Absolute Deviation (MAD) | 3365 |
| Skewness | 0.91464791 |
| Sum | 5.6448632 × 108 |
| Variance | 11152433 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 85108 | |
| 6114 | 219 | 0.1% |
| 6087 | 215 | 0.1% |
| 6095 | 214 | 0.1% |
| 6094 | 213 | 0.1% |
| 6117 | 213 | 0.1% |
| 6093 | 210 | 0.1% |
| 6089 | 208 | 0.1% |
| 6085 | 206 | 0.1% |
| 6082 | 205 | 0.1% |
| Other values (8422) | 91521 |
| Value | Count | Frequency (%) |
| 0 | 85108 | |
| 1 | 12 | < 0.1% |
| 2 | 15 | < 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 6 | < 0.1% |
| 5 | 9 | < 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 29346 | 1 | |
| 29330 | 1 | |
| 29326 | 2 | |
| 29320 | 1 | |
| 29317 | 1 | |
| 29313 | 1 | |
| 29311 | 1 | |
| 29310 | 1 | |
| 29305 | 1 | |
| 29304 | 2 |
Playing Length
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6996 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15004.103 |
| Minimum | 0 |
|---|---|
| Maximum | 30100 |
| Zeros | 85108 |
| Zeros (%) | 47.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 15003 |
| Q3 | 30005 |
| 95-th percentile | 30016 |
| Maximum | 30100 |
| Range | 30100 |
| Interquartile range (IQR) | 30005 |
Descriptive statistics
| Standard deviation | 14811.765 |
|---|---|
| Coefficient of variation (CV) | 0.98718096 |
| Kurtosis | -1.9799752 |
| Mean | 15004.103 |
| Median Absolute Deviation (MAD) | 15003 |
| Skewness | 4.8869863 × 10-6 |
| Sum | 2.6787126 × 109 |
| Variance | 2.1938839 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 85108 | |
| 30004 | 15302 | 8.6% |
| 30003 | 12881 | 7.2% |
| 30005 | 10657 | 6.0% |
| 30006 | 7644 | 4.3% |
| 30007 | 5507 | 3.1% |
| 30002 | 4434 | 2.5% |
| 30008 | 4255 | 2.4% |
| 30009 | 3468 | 1.9% |
| 30010 | 2787 | 1.6% |
| Other values (6986) | 26489 | 14.8% |
| Value | Count | Frequency (%) |
| 0 | 85108 | |
| 1 | 12 | < 0.1% |
| 2 | 15 | < 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 6 | < 0.1% |
| 5 | 9 | < 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 30100 | 2 | < 0.1% |
| 30099 | 8 | |
| 30098 | 9 | |
| 30097 | 2 | < 0.1% |
| 30096 | 6 | |
| 30095 | 5 | |
| 30094 | 6 | |
| 30093 | 6 | |
| 30092 | 7 | |
| 30091 | 10 |
Total time of Playing phase (kbps)
Real number (ℝ)
| Distinct | 3668 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29805.328 |
| Minimum | 657 |
|---|---|
| Maximum | 30100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 657 |
|---|---|
| 5-th percentile | 30002 |
| Q1 | 30004 |
| median | 30005 |
| Q3 | 30009 |
| 95-th percentile | 30023 |
| Maximum | 30100 |
| Range | 29443 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 1783.0722 |
|---|---|
| Coefficient of variation (CV) | 0.059823942 |
| Kurtosis | 116.01127 |
| Mean | 29805.328 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -10.393028 |
| Sum | 5.3212048 × 109 |
| Variance | 3179346.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30004 | 31432 | |
| 30003 | 26333 | |
| 30005 | 22050 | |
| 30006 | 15781 | |
| 30007 | 11306 | 6.3% |
| 30002 | 9046 | 5.1% |
| 30008 | 8681 | 4.9% |
| 30009 | 7083 | 4.0% |
| 30010 | 5705 | 3.2% |
| 30011 | 4728 | 2.6% |
| Other values (3658) | 36387 |
| Value | Count | Frequency (%) |
| 657 | 1 | < 0.1% |
| 676 | 1 | < 0.1% |
| 679 | 1 | < 0.1% |
| 681 | 1 | < 0.1% |
| 685 | 1 | < 0.1% |
| 689 | 1 | < 0.1% |
| 692 | 1 | < 0.1% |
| 694 | 2 | |
| 701 | 3 | |
| 716 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 30100 | 4 | < 0.1% |
| 30099 | 16 | |
| 30098 | 18 | |
| 30097 | 4 | < 0.1% |
| 30096 | 12 | |
| 30095 | 11 | |
| 30094 | 12 | |
| 30093 | 12 | |
| 30092 | 14 | |
| 30091 | 20 |
Stalling times
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 112 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15004.175 |
| Minimum | 0 |
|---|---|
| Maximum | 30100 |
| Zeros | 85096 |
| Zeros (%) | 47.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 15005 |
| Q3 | 30005 |
| 95-th percentile | 30016 |
| Maximum | 30100 |
| Range | 30100 |
| Interquartile range (IQR) | 30005 |
Descriptive statistics
| Standard deviation | 15004.075 |
|---|---|
| Coefficient of variation (CV) | 0.99999331 |
| Kurtosis | -2.0000217 |
| Mean | 15004.175 |
| Median Absolute Deviation (MAD) | 15005 |
| Skewness | 4.9051286 × 10-7 |
| Sum | 2.6787254 × 109 |
| Variance | 2.2512226 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 85096 | |
| 30004 | 16130 | 9.0% |
| 30003 | 13452 | 7.5% |
| 30005 | 11393 | 6.4% |
| 30006 | 8137 | 4.6% |
| 30007 | 5799 | 3.2% |
| 30002 | 4612 | 2.6% |
| 30008 | 4426 | 2.5% |
| 30009 | 3615 | 2.0% |
| 30010 | 2918 | 1.6% |
| Other values (102) | 22954 | 12.9% |
| Value | Count | Frequency (%) |
| 0 | 85096 | |
| 1 | 1502 | 0.8% |
| 2 | 486 | 0.3% |
| 3 | 484 | 0.3% |
| 4 | 554 | 0.3% |
| 5 | 503 | 0.3% |
| 6 | 374 | 0.2% |
| 7 | 218 | 0.1% |
| 8 | 47 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 30100 | 2 | < 0.1% |
| 30099 | 8 | |
| 30098 | 9 | |
| 30097 | 2 | < 0.1% |
| 30096 | 6 | |
| 30095 | 6 | |
| 30094 | 6 | |
| 30093 | 6 | |
| 30092 | 7 | |
| 30091 | 10 |
video bitrate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1467.2196 |
| Minimum | 0 |
|---|---|
| Maximum | 2966 |
| Zeros | 85096 |
| Zeros (%) | 47.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1456.5 |
| Q3 | 2934 |
| 95-th percentile | 2966 |
| Maximum | 2966 |
| Range | 2966 |
| Interquartile range (IQR) | 2934 |
Descriptive statistics
| Standard deviation | 1467.1931 |
|---|---|
| Coefficient of variation (CV) | 0.99998196 |
| Kurtosis | -1.9994057 |
| Mean | 1467.2196 |
| Median Absolute Deviation (MAD) | 1456.5 |
| Skewness | 0.00046153644 |
| Sum | 2.6194565 × 108 |
| Variance | 2152655.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 85096 | |
| 2903 | 29872 | 16.7% |
| 2966 | 29763 | 16.7% |
| 2934 | 29631 | 16.6% |
| 1 | 1502 | 0.8% |
| 4 | 554 | 0.3% |
| 5 | 503 | 0.3% |
| 2 | 486 | 0.3% |
| 3 | 484 | 0.3% |
| 6 | 374 | 0.2% |
| Other values (4) | 267 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 85096 | |
| 1 | 1502 | 0.8% |
| 2 | 486 | 0.3% |
| 3 | 484 | 0.3% |
| 4 | 554 | 0.3% |
| 5 | 503 | 0.3% |
| 6 | 374 | 0.2% |
| 7 | 218 | 0.1% |
| 8 | 47 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2966 | 29763 | |
| 2934 | 29631 | |
| 2903 | 29872 | |
| 10 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 47 | < 0.1% |
| 7 | 218 | 0.1% |
| 6 | 374 | 0.2% |
| 5 | 503 | 0.3% |
| 4 | 554 | 0.3% |
Video Initial buffer download
Real number (ℝ)
| Distinct | 24210 |
|---|---|
| Distinct (%) | 13.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 792842.11 |
| Minimum | 2903 |
|---|---|
| Maximum | 3909478 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 2903 |
|---|---|
| 5-th percentile | 2903 |
| Q1 | 2934 |
| median | 24279 |
| Q3 | 1571792 |
| 95-th percentile | 1638092 |
| Maximum | 3909478 |
| Range | 3906575 |
| Interquartile range (IQR) | 1568858 |
Descriptive statistics
| Standard deviation | 791255.61 |
|---|---|
| Coefficient of variation (CV) | 0.99799897 |
| Kurtosis | -1.983589 |
| Mean | 792842.11 |
| Median Absolute Deviation (MAD) | 21376 |
| Skewness | 0.0095999788 |
| Sum | 1.4154769 × 1011 |
| Variance | 6.2608544 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2903 | 29872 | 16.7% |
| 2966 | 29763 | 16.7% |
| 2934 | 29631 | 16.6% |
| 1565292 | 890 | 0.5% |
| 1547092 | 633 | 0.4% |
| 1528892 | 556 | 0.3% |
| 1539292 | 477 | 0.3% |
| 1541892 | 433 | 0.2% |
| 1563892 | 432 | 0.2% |
| 1567892 | 410 | 0.2% |
| Other values (24200) | 85435 |
| Value | Count | Frequency (%) |
| 2903 | 29872 | |
| 2934 | 29631 | |
| 2966 | 29763 | |
| 45592 | 1 | < 0.1% |
| 46332 | 1 | < 0.1% |
| 46892 | 1 | < 0.1% |
| 47540 | 1 | < 0.1% |
| 54692 | 2 | < 0.1% |
| 54869 | 1 | < 0.1% |
| 55477 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3909478 | 1 | |
| 3655692 | 1 | |
| 3497332 | 1 | |
| 3494492 | 1 | |
| 3140292 | 1 | |
| 3110932 | 1 | |
| 2967756 | 1 | |
| 2843492 | 1 | |
| 2822532 | 1 | |
| 2811292 | 1 |
SQuality
Real number (ℝ)
| Distinct | 24209 |
|---|---|
| Distinct (%) | 13.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 791377.13 |
| Minimum | 4.33 |
|---|---|
| Maximum | 3909478 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 4.33 |
|---|---|
| 5-th percentile | 4.33 |
| Q1 | 4.33 |
| median | 22798.17 |
| Q3 | 1571792 |
| 95-th percentile | 1638092 |
| Maximum | 3909478 |
| Range | 3909473.7 |
| Interquartile range (IQR) | 1571787.7 |
Descriptive statistics
| Standard deviation | 792718.11 |
|---|---|
| Coefficient of variation (CV) | 1.0016945 |
| Kurtosis | -1.9836643 |
| Mean | 791377.13 |
| Median Absolute Deviation (MAD) | 22793.84 |
| Skewness | 0.009565716 |
| Sum | 1.4128614 × 1011 |
| Variance | 6.28402 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.33 | 59503 | |
| 4.34 | 29763 | 16.7% |
| 1565292 | 890 | 0.5% |
| 1547092 | 633 | 0.4% |
| 1528892 | 556 | 0.3% |
| 1539292 | 477 | 0.3% |
| 1541892 | 433 | 0.2% |
| 1563892 | 432 | 0.2% |
| 1567892 | 410 | 0.2% |
| 1583492 | 408 | 0.2% |
| Other values (24199) | 85027 |
| Value | Count | Frequency (%) |
| 4.33 | 59503 | |
| 4.34 | 29763 | |
| 45592 | 1 | < 0.1% |
| 46332 | 1 | < 0.1% |
| 46892 | 1 | < 0.1% |
| 47540 | 1 | < 0.1% |
| 54692 | 2 | < 0.1% |
| 54869 | 1 | < 0.1% |
| 55477 | 1 | < 0.1% |
| 56092 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3909478 | 1 | |
| 3655692 | 1 | |
| 3497332 | 1 | |
| 3494492 | 1 | |
| 3140292 | 1 | |
| 3110932 | 1 | |
| 2967756 | 1 | |
| 2843492 | 1 | |
| 2822532 | 1 | |
| 2811292 | 1 |
SLoading
Real number (ℝ)
| Distinct | 349 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1208565 |
| Minimum | 1 |
|---|---|
| Maximum | 4.49 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.34 |
| Q1 | 4.06 |
| median | 4.33 |
| Q3 | 4.33 |
| 95-th percentile | 4.34 |
| Maximum | 4.49 |
| Range | 3.49 |
| Interquartile range (IQR) | 0.27 |
Descriptive statistics
| Standard deviation | 0.41619623 |
|---|---|
| Coefficient of variation (CV) | 0.1009975 |
| Kurtosis | 16.582358 |
| Mean | 4.1208565 |
| Median Absolute Deviation (MAD) | 0.01 |
| Skewness | -3.4662895 |
| Sum | 735704.76 |
| Variance | 0.1732193 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.33 | 60667 | |
| 4.34 | 30936 | |
| 4.13 | 1492 | 0.8% |
| 4.14 | 1448 | 0.8% |
| 4.12 | 1435 | 0.8% |
| 4.19 | 1409 | 0.8% |
| 4.2 | 1396 | 0.8% |
| 4.17 | 1387 | 0.8% |
| 4.27 | 1339 | 0.8% |
| 4.3 | 1338 | 0.7% |
| Other values (339) | 75685 |
| Value | Count | Frequency (%) |
| 1 | 443 | |
| 1.01 | 10 | < 0.1% |
| 1.02 | 9 | < 0.1% |
| 1.03 | 7 | < 0.1% |
| 1.04 | 4 | < 0.1% |
| 1.05 | 7 | < 0.1% |
| 1.06 | 11 | < 0.1% |
| 1.07 | 3 | < 0.1% |
| 1.08 | 7 | < 0.1% |
| 1.09 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 4.49 | 2 | < 0.1% |
| 4.47 | 3 | < 0.1% |
| 4.46 | 24 | < 0.1% |
| 4.45 | 117 | 0.1% |
| 4.44 | 272 | 0.2% |
| 4.43 | 354 | |
| 4.42 | 436 | |
| 4.41 | 474 | |
| 4.4 | 594 | |
| 4.39 | 732 |
Stalling
Real number (ℝ)
| Distinct | 376 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.391211 |
| Minimum | 1 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.18 |
| Q1 | 4.03 |
| median | 4.38 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 0.97 |
Descriptive statistics
| Standard deviation | 0.75962278 |
|---|---|
| Coefficient of variation (CV) | 0.17298708 |
| Kurtosis | 5.0155207 |
| Mean | 4.391211 |
| Median Absolute Deviation (MAD) | 0.62 |
| Skewness | -1.839846 |
| Sum | 783971.69 |
| Variance | 0.57702676 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 85196 | |
| 1 | 2427 | 1.4% |
| 4.13 | 1492 | 0.8% |
| 4.14 | 1465 | 0.8% |
| 4.12 | 1461 | 0.8% |
| 4.2 | 1418 | 0.8% |
| 4.19 | 1409 | 0.8% |
| 4.17 | 1387 | 0.8% |
| 4.24 | 1359 | 0.8% |
| 4.26 | 1358 | 0.8% |
| Other values (366) | 79560 |
| Value | Count | Frequency (%) |
| 1 | 2427 | |
| 1.01 | 20 | < 0.1% |
| 1.02 | 11 | < 0.1% |
| 1.03 | 10 | < 0.1% |
| 1.04 | 5 | < 0.1% |
| 1.05 | 10 | < 0.1% |
| 1.06 | 15 | < 0.1% |
| 1.07 | 6 | < 0.1% |
| 1.08 | 9 | < 0.1% |
| 1.09 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 85196 | |
| 4.98 | 21 | < 0.1% |
| 4.96 | 8 | < 0.1% |
| 4.94 | 13 | < 0.1% |
| 4.92 | 10 | < 0.1% |
| 4.9 | 13 | < 0.1% |
| 4.88 | 7 | < 0.1% |
| 4.86 | 8 | < 0.1% |
| 4.84 | 12 | < 0.1% |
| 4.82 | 14 | < 0.1% |
VMoS
Real number (ℝ)
| Distinct | 358 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3491771 |
| Minimum | 1 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.49 |
| Q1 | 3.96 |
| median | 4.1 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 1.04 |
Descriptive statistics
| Standard deviation | 0.79463978 |
|---|---|
| Coefficient of variation (CV) | 0.18271038 |
| Kurtosis | 5.8141171 |
| Mean | 4.3491771 |
| Median Absolute Deviation (MAD) | 0.9 |
| Skewness | -1.9361115 |
| Sum | 776467.29 |
| Variance | 0.63145239 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 85196 | |
| 1 | 4266 | 2.4% |
| 4 | 3393 | 1.9% |
| 4.05 | 3325 | 1.9% |
| 4.02 | 3298 | 1.8% |
| 4.06 | 3265 | 1.8% |
| 3.99 | 3230 | 1.8% |
| 4.03 | 3214 | 1.8% |
| 4.01 | 3211 | 1.8% |
| 4.04 | 3099 | 1.7% |
| Other values (348) | 63035 |
| Value | Count | Frequency (%) |
| 1 | 4266 | |
| 1.01 | 12 | < 0.1% |
| 1.02 | 6 | < 0.1% |
| 1.03 | 6 | < 0.1% |
| 1.04 | 3 | < 0.1% |
| 1.05 | 6 | < 0.1% |
| 1.06 | 9 | < 0.1% |
| 1.07 | 5 | < 0.1% |
| 1.08 | 4 | < 0.1% |
| 1.09 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 85196 | |
| 4.98 | 21 | < 0.1% |
| 4.96 | 8 | < 0.1% |
| 4.94 | 13 | < 0.1% |
| 4.92 | 10 | < 0.1% |
| 4.9 | 13 | < 0.1% |
| 4.88 | 7 | < 0.1% |
| 4.86 | 8 | < 0.1% |
| 4.84 | 12 | < 0.1% |
| 4.82 | 14 | < 0.1% |
| Video Initial Max DL Rate(kbps) | E2E RTT(ms) | Average Rate of Playing phase (kbps) | Initial Buffering Latency(ms) | Stalling Ratio | Video Total DL Rate(kbps) | Stalling Length | Playing Length | Total time of Playing phase (kbps) | Stalling times | video bitrate | Video Initial buffer download | SQuality | SLoading | Stalling | VMoS | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Video Initial Max DL Rate(kbps) | 1.000 | -0.185 | 0.200 | -0.756 | -0.302 | 0.301 | 0.058 | 0.011 | 0.104 | -0.015 | -0.028 | 0.126 | 0.126 | 0.289 | 0.278 | 0.276 |
| E2E RTT(ms) | -0.185 | 1.000 | 0.079 | 0.674 | 0.154 | -0.176 | 0.023 | -0.027 | -0.138 | -0.016 | -0.001 | -0.045 | -0.046 | -0.292 | -0.218 | -0.215 |
| Average Rate of Playing phase (kbps) | 0.200 | 0.079 | 1.000 | -0.048 | -0.268 | 0.236 | 0.175 | -0.020 | -0.027 | -0.045 | -0.025 | 0.032 | 0.029 | 0.003 | 0.087 | 0.089 |
| Initial Buffering Latency(ms) | -0.756 | 0.674 | -0.048 | 1.000 | 0.314 | -0.324 | -0.017 | -0.028 | -0.171 | -0.002 | 0.024 | -0.097 | -0.097 | -0.393 | -0.345 | -0.341 |
| Stalling Ratio | -0.302 | 0.154 | -0.268 | 0.314 | 1.000 | -0.161 | 0.120 | 0.000 | -0.195 | 0.089 | 0.089 | -0.056 | -0.057 | -0.105 | -0.329 | -0.337 |
| Video Total DL Rate(kbps) | 0.301 | -0.176 | 0.236 | -0.324 | -0.161 | 1.000 | -0.747 | 0.787 | 0.085 | -0.793 | 0.780 | 0.789 | -0.725 | -0.562 | 0.910 | -0.656 |
| Stalling Length | 0.058 | 0.023 | 0.175 | -0.017 | 0.120 | -0.747 | 1.000 | -0.855 | -0.019 | 0.836 | -0.824 | -0.786 | 0.802 | 0.581 | -0.807 | 0.749 |
| Playing Length | 0.011 | -0.027 | -0.020 | -0.028 | 0.000 | 0.787 | -0.855 | 1.000 | 0.236 | -0.862 | 0.868 | 0.813 | -0.820 | -0.622 | 0.813 | -0.797 |
| Total time of Playing phase (kbps) | 0.104 | -0.138 | -0.027 | -0.171 | -0.195 | 0.085 | -0.019 | 0.236 | 1.000 | 0.213 | -0.001 | 0.044 | -0.006 | 0.014 | 0.098 | 0.086 |
| Stalling times | -0.015 | -0.016 | -0.045 | -0.002 | 0.089 | -0.793 | 0.836 | -0.862 | 0.213 | 1.000 | -0.851 | -0.810 | 0.816 | 0.640 | -0.813 | 0.770 |
| video bitrate | -0.028 | -0.001 | -0.025 | 0.024 | 0.089 | 0.780 | -0.824 | 0.868 | -0.001 | -0.851 | 1.000 | 0.862 | -0.736 | -0.658 | 0.775 | -0.831 |
| Video Initial buffer download | 0.126 | -0.045 | 0.032 | -0.097 | -0.056 | 0.789 | -0.786 | 0.813 | 0.044 | -0.810 | 0.862 | 1.000 | -0.672 | -0.467 | 0.772 | -0.693 |
| SQuality | 0.126 | -0.046 | 0.029 | -0.097 | -0.057 | -0.725 | 0.802 | -0.820 | -0.006 | 0.816 | -0.736 | -0.672 | 1.000 | 0.687 | -0.702 | 0.786 |
| SLoading | 0.289 | -0.292 | 0.003 | -0.393 | -0.105 | -0.562 | 0.581 | -0.622 | 0.014 | 0.640 | -0.658 | -0.467 | 0.687 | 1.000 | -0.561 | 0.822 |
| Stalling | 0.278 | -0.218 | 0.087 | -0.345 | -0.329 | 0.910 | -0.807 | 0.813 | 0.098 | -0.813 | 0.775 | 0.772 | -0.702 | -0.561 | 1.000 | -0.640 |
| VMoS | 0.276 | -0.215 | 0.089 | -0.341 | -0.337 | -0.656 | 0.749 | -0.797 | 0.086 | 0.770 | -0.831 | -0.693 | 0.786 | 0.822 | -0.640 | 1.000 |
| Video Initial Max DL Rate(kbps) | E2E RTT(ms) | Average Rate of Playing phase (kbps) | Initial Buffering Latency(ms) | Stalling Ratio | Video Total DL Rate(kbps) | Stalling Length | Playing Length | Total time of Playing phase (kbps) | Stalling times | video bitrate | Video Initial buffer download | SQuality | SLoading | Stalling | VMoS | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 49450 | 54 | 3719 | 1108 | 0.0 | 3795.0 | 0 | 30013 | 30013 | 0 | 2934 | 1645944 | 4.33 | 4.04 | 5.0 | 3.96 |
| 1 | 50517 | 52 | 5902 | 1095 | 0.0 | 5859.0 | 0 | 30006 | 30006 | 0 | 2903 | 1555356 | 4.33 | 4.05 | 5.0 | 3.96 |
| 2 | 47988 | 47 | 5806 | 1051 | 0.0 | 5857.0 | 0 | 30006 | 30006 | 0 | 2903 | 1535444 | 4.33 | 4.08 | 5.0 | 3.98 |
| 3 | 56457 | 55 | 5978 | 1099 | 0.0 | 5989.0 | 0 | 30003 | 30003 | 0 | 2903 | 1534092 | 4.33 | 4.05 | 5.0 | 3.96 |
| 4 | 56690 | 54 | 5931 | 1133 | 0.0 | 5932.0 | 0 | 30005 | 30005 | 0 | 2934 | 1582192 | 4.33 | 4.02 | 5.0 | 3.95 |
| 5 | 74000 | 58 | 6212 | 1132 | 0.0 | 6167.0 | 0 | 30002 | 30002 | 0 | 2934 | 1541892 | 4.33 | 4.02 | 5.0 | 3.95 |
| 6 | 58178 | 54 | 6146 | 1020 | 0.0 | 6162.0 | 0 | 30004 | 30004 | 0 | 2903 | 1632892 | 4.33 | 4.10 | 5.0 | 3.99 |
| 7 | 66762 | 58 | 6154 | 1029 | 0.0 | 6150.0 | 0 | 30006 | 30006 | 0 | 2903 | 1548496 | 4.33 | 4.10 | 5.0 | 3.98 |
| 8 | 48445 | 57 | 6127 | 1133 | 0.0 | 6148.0 | 0 | 30005 | 30005 | 0 | 2903 | 1532459 | 4.33 | 4.02 | 5.0 | 3.95 |
| 9 | 73377 | 52 | 6177 | 973 | 0.0 | 6172.0 | 0 | 30008 | 30008 | 0 | 2934 | 1675792 | 4.33 | 4.14 | 5.0 | 4.00 |
| Video Initial Max DL Rate(kbps) | E2E RTT(ms) | Average Rate of Playing phase (kbps) | Initial Buffering Latency(ms) | Stalling Ratio | Video Total DL Rate(kbps) | Stalling Length | Playing Length | Total time of Playing phase (kbps) | Stalling times | video bitrate | Video Initial buffer download | SQuality | SLoading | Stalling | VMoS | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 178522 | 38528 | 28 | 5805 | 816 | 0.0 | 4.05 | 6074 | 0 | 30008 | 30008 | 0 | 2934 | 1587692.0 | 4.33 | 4.25 | 5.0 |
| 178523 | 36122 | 29 | 6100 | 923 | 0.0 | 4.02 | 6144 | 0 | 30006 | 30006 | 0 | 2934 | 1656292.0 | 4.33 | 4.17 | 5.0 |
| 178524 | 48445 | 44 | 5537 | 901 | 0.0 | 4.02 | 5593 | 0 | 30016 | 30016 | 0 | 2903 | 1528892.0 | 4.33 | 4.19 | 5.0 |
| 178525 | 60212 | 31 | 5821 | 655 | 0.0 | 4.10 | 6104 | 0 | 30010 | 30010 | 0 | 2934 | 1639492.0 | 4.33 | 4.37 | 5.0 |
| 178526 | 21840 | 32 | 5799 | 1311 | 0.0 | 3.90 | 5921 | 0 | 30003 | 30003 | 0 | 2934 | 1596992.0 | 4.33 | 3.90 | 5.0 |
| 178527 | 27218 | 44 | 5527 | 1134 | 0.0 | 3.95 | 5605 | 0 | 30017 | 30017 | 0 | 2934 | 1582192.0 | 4.33 | 4.02 | 5.0 |
| 178528 | 25879 | 28 | 6108 | 938 | 0.0 | 4.01 | 6159 | 0 | 30005 | 30005 | 0 | 2934 | 1556892.0 | 4.33 | 4.16 | 5.0 |
| 178529 | 46312 | 42 | 5385 | 870 | 0.0 | 4.03 | 5681 | 0 | 30012 | 30012 | 0 | 2934 | 1542107.0 | 4.33 | 4.21 | 5.0 |
| 178530 | 36507 | 24 | 5833 | 773 | 0.0 | 4.06 | 6097 | 0 | 30006 | 30006 | 0 | 2903 | 1572292.0 | 4.33 | 4.29 | 5.0 |
| 178531 | 17570 | 93 | 4142 | 1917 | 0.0 | 3.72 | 4209 | 0 | 30020 | 30020 | 0 | 2903 | 1560593.0 | 4.33 | 3.51 | 5.0 |
Most frequently occurring
| Video Initial Max DL Rate(kbps) | E2E RTT(ms) | Average Rate of Playing phase (kbps) | Initial Buffering Latency(ms) | Stalling Ratio | Video Total DL Rate(kbps) | Stalling Length | Playing Length | Total time of Playing phase (kbps) | Stalling times | video bitrate | Video Initial buffer download | SQuality | SLoading | Stalling | VMoS | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | 3016 | 106 | 518 | 25921 | 4.122 | 1.00 | 485 | 24145 | 5858 | 30003 | 3 | 2903 | 1528115.00 | 4.33 | 1.00 | 1.00 | 3 |
| 3 | 3016 | 106 | 518 | 25921 | 4.122 | 485.00 | 24145 | 5858 | 30003 | 3 | 2903 | 1528115 | 4.33 | 1.00 | 1.00 | 1.00 | 3 |
| 62 | 9025 | 127 | 5902 | 7007 | 0.082 | 1.45 | 5645 | 2263 | 27766 | 30029 | 1 | 2903 | 1540295.00 | 4.33 | 1.51 | 3.36 | 3 |
| 63 | 9025 | 127 | 5902 | 7007 | 0.082 | 5645.00 | 2263 | 27766 | 30029 | 1 | 2903 | 1540295 | 4.33 | 1.51 | 3.36 | 1.45 | 3 |
| 80 | 10504 | 73 | 5639 | 3137 | 0.032 | 3.07 | 5584 | 928 | 29079 | 30007 | 1 | 2934 | 1545792.00 | 4.33 | 2.85 | 4.36 | 3 |
| 81 | 10504 | 73 | 5639 | 3137 | 0.032 | 5584.00 | 928 | 29079 | 30007 | 1 | 2934 | 1545792 | 4.33 | 2.85 | 4.36 | 3.07 | 3 |
| 130 | 14929 | 81 | 5638 | 2029 | 0.000 | 3.68 | 5630 | 0 | 30005 | 30005 | 0 | 2903 | 1558939.00 | 4.33 | 3.44 | 5.00 | 3 |
| 131 | 14929 | 81 | 5638 | 2029 | 0.000 | 5630.00 | 0 | 30005 | 30005 | 0 | 2903 | 1558939 | 4.33 | 3.44 | 5.00 | 3.68 | 3 |
| 210 | 20160 | 107 | 5935 | 3728 | 0.000 | 3.18 | 5725 | 0 | 30004 | 30004 | 0 | 2966 | 1566556.00 | 4.34 | 2.58 | 5.00 | 3 |
| 211 | 20160 | 107 | 5935 | 3728 | 0.000 | 5725.00 | 0 | 30004 | 30004 | 0 | 2966 | 1566556 | 4.34 | 2.58 | 5.00 | 3.18 | 3 |